{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DBSCAN Clutering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.datasets import make_moons\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.datasets import make_circles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X, y = make_circles(n_samples=750, factor=0.3, noise=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fae2ccc1ff0>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0],X[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import DBSCAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "dbcan=DBSCAN(eps=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  0,  0,  1,  1,  1,  0,  2,  3,  1,  4,  3,  4,  0,  0,  0,  0,\n",
       "       -1,  0,  0, -1,  3,  0,  0,  2,  4,  5,  0,  0, -1,  2,  0,  4,  3,\n",
       "        2,  2,  0,  5,  0,  0,  2,  2,  0,  0,  4,  0,  0,  0,  0,  6,  0,\n",
       "        0,  1,  2,  0,  2,  0,  7,  1,  1,  0,  0,  2,  2,  0,  0,  0,  0,\n",
       "        2,  0,  6,  0,  0,  3,  0,  0,  0,  6,  0,  0,  0,  2,  0, -1,  2,\n",
       "        4,  0,  5,  2,  0,  2,  2,  0,  3,  0,  2,  2,  0,  0,  0,  0,  1,\n",
       "        2,  2,  1,  0,  0,  0, -1,  0,  0,  1,  7, -1,  0,  6,  5,  0,  0,\n",
       "        0,  0,  0,  8,  0,  2,  0,  0,  0, -1,  0,  2,  0,  0,  0,  0, -1,\n",
       "        0,  6,  2,  2,  2,  0,  0,  1,  0,  4,  2,  0,  2,  7,  7,  0,  4,\n",
       "        0,  5,  0, -1,  2,  0, -1,  6,  1,  8,  0, -1,  0, -1, -1,  2,  2,\n",
       "        0,  5,  0,  0,  4,  2,  0,  0,  4, -1,  0,  1,  6,  0,  0,  4,  0,\n",
       "        2,  0,  1,  4,  0,  0,  0,  0,  0,  0,  7,  6,  4,  9,  2,  2,  2,\n",
       "        0,  3,  0,  0,  7,  6, -1,  0,  0,  0,  2,  0,  4,  2,  7,  9,  2,\n",
       "        0,  0,  1,  0,  0,  0,  0,  2,  2,  6, -1,  9,  1,  7, -1,  0,  0,\n",
       "        0,  4,  0,  0,  0,  3,  0,  0,  0,  2,  3,  2,  4,  0,  2, -1,  0,\n",
       "        2,  0,  0,  0,  0, -1,  0,  0,  0,  7,  7,  0,  7, -1,  0,  3,  0,\n",
       "        2,  0,  7,  0,  2, -1,  0,  0,  2,  0,  6,  3, -1,  2,  2,  0,  2,\n",
       "        2,  2,  5, -1, -1,  2,  0,  0,  7,  6,  0,  2,  6,  8, -1,  2,  0,\n",
       "        3,  0,  0,  4,  2,  7,  0,  2,  0,  0,  2,  0,  0,  0,  0,  0,  0,\n",
       "        4,  0,  2,  5,  2,  0,  0,  9, 10,  0,  0,  0,  0,  0,  0,  0,  4,\n",
       "        0,  7,  0,  2,  5,  0,  0,  0,  5,  0, -1,  0,  3,  0,  0,  5,  0,\n",
       "        0,  0,  0, -1,  0,  2,  2,  8,  4,  9,  0,  4,  0,  0, -1,  0,  0,\n",
       "        0,  0,  0,  2,  0,  6,  0,  0,  4,  0,  0,  2,  5,  0,  7,  0,  1,\n",
       "        0,  0,  3,  0,  0,  0, -1,  0,  5,  0, -1,  4,  3,  0,  0,  6,  0,\n",
       "        0,  5,  0,  8,  6,  0,  2,  0,  7,  3,  0,  2,  0,  2,  2,  0,  0,\n",
       "        2,  0, 10,  0,  0,  6,  2,  2,  0,  0,  0,  3,  7,  2,  0,  0,  6,\n",
       "        0,  0,  5,  2,  0,  2,  0,  0,  0, -1,  2,  4, -1,  4,  2,  0,  0,\n",
       "        0,  2,  0,  0,  8,  4,  6,  0,  0,  0, -1,  5,  8,  0,  0,  0,  0,\n",
       "        0,  4,  4,  7,  0,  4,  0,  0,  0,  0,  0, -1,  0,  2,  0,  5, -1,\n",
       "        4,  0,  0,  0,  0,  3,  0,  7,  2, -1,  0,  6,  4,  0,  0,  3,  5,\n",
       "        3,  0,  7,  9,  0,  0,  1,  7,  0,  0,  2,  2,  0,  2,  0,  0,  0,\n",
       "        1,  2,  0,  2,  3,  0,  4,  0,  0,  0,  2,  2,  0,  0, -1,  5,  0,\n",
       "        0,  2,  2,  2,  2,  0,  0,  0,  0,  0,  7,  2,  8,  0,  0,  6,  7,\n",
       "        4,  0,  1,  0,  0,  0,  7,  0,  4,  1,  0,  0,  5,  5,  0,  0,  2,\n",
       "        0,  2,  0,  0,  2,  0,  0,  1,  0,  8,  0,  0,  0,  0,  0,  9,  0,\n",
       "        2,  3,  2,  0,  4,  0,  0,  0,  0,  0,  1,  7,  3,  2,  4,  2,  0,\n",
       "        1,  0,  0,  0,  0,  0,  0,  2,  2,  8,  0,  7,  3,  6,  5,  6,  0,\n",
       "        0,  0,  0,  2,  0,  5,  0,  0,  0, -1,  0,  0, -1,  2, -1,  2,  2,\n",
       "        0,  2,  2,  0, 10,  2,  2,  0,  0,  0,  2,  2,  7,  3,  7,  2,  6,\n",
       "        2,  3,  2,  0,  7,  0,  0,  1,  1,  0,  7,  0,  0,  0, -1,  7,  6,\n",
       "        2, -1,  0,  3,  3,  0,  3,  3,  0,  0,  0,  2,  0,  0,  0,  6,  0,\n",
       "        2,  0,  0, -1,  5,  0,  3,  0,  0,  0,  0,  0, -1,  0,  0,  0,  0,\n",
       "        0, 10, -1,  1,  0,  2,  0,  8,  1,  0,  0,  0, -1,  1, 10, -1,  8,\n",
       "        2,  2,  2,  0,  0, -1,  9,  4,  2,  0,  0,  0,  0,  4,  2,  2,  0,\n",
       "        0,  2])"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbcan.fit_predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  0,  0,  1,  1,  1,  0,  2,  3,  1,  4,  3,  4,  0,  0,  0,  0,\n",
       "       -1,  0,  0, -1,  3,  0,  0,  2,  4,  5,  0,  0, -1,  2,  0,  4,  3,\n",
       "        2,  2,  0,  5,  0,  0,  2,  2,  0,  0,  4,  0,  0,  0,  0,  6,  0,\n",
       "        0,  1,  2,  0,  2,  0,  7,  1,  1,  0,  0,  2,  2,  0,  0,  0,  0,\n",
       "        2,  0,  6,  0,  0,  3,  0,  0,  0,  6,  0,  0,  0,  2,  0, -1,  2,\n",
       "        4,  0,  5,  2,  0,  2,  2,  0,  3,  0,  2,  2,  0,  0,  0,  0,  1,\n",
       "        2,  2,  1,  0,  0,  0, -1,  0,  0,  1,  7, -1,  0,  6,  5,  0,  0,\n",
       "        0,  0,  0,  8,  0,  2,  0,  0,  0, -1,  0,  2,  0,  0,  0,  0, -1,\n",
       "        0,  6,  2,  2,  2,  0,  0,  1,  0,  4,  2,  0,  2,  7,  7,  0,  4,\n",
       "        0,  5,  0, -1,  2,  0, -1,  6,  1,  8,  0, -1,  0, -1, -1,  2,  2,\n",
       "        0,  5,  0,  0,  4,  2,  0,  0,  4, -1,  0,  1,  6,  0,  0,  4,  0,\n",
       "        2,  0,  1,  4,  0,  0,  0,  0,  0,  0,  7,  6,  4,  9,  2,  2,  2,\n",
       "        0,  3,  0,  0,  7,  6, -1,  0,  0,  0,  2,  0,  4,  2,  7,  9,  2,\n",
       "        0,  0,  1,  0,  0,  0,  0,  2,  2,  6, -1,  9,  1,  7, -1,  0,  0,\n",
       "        0,  4,  0,  0,  0,  3,  0,  0,  0,  2,  3,  2,  4,  0,  2, -1,  0,\n",
       "        2,  0,  0,  0,  0, -1,  0,  0,  0,  7,  7,  0,  7, -1,  0,  3,  0,\n",
       "        2,  0,  7,  0,  2, -1,  0,  0,  2,  0,  6,  3, -1,  2,  2,  0,  2,\n",
       "        2,  2,  5, -1, -1,  2,  0,  0,  7,  6,  0,  2,  6,  8, -1,  2,  0,\n",
       "        3,  0,  0,  4,  2,  7,  0,  2,  0,  0,  2,  0,  0,  0,  0,  0,  0,\n",
       "        4,  0,  2,  5,  2,  0,  0,  9, 10,  0,  0,  0,  0,  0,  0,  0,  4,\n",
       "        0,  7,  0,  2,  5,  0,  0,  0,  5,  0, -1,  0,  3,  0,  0,  5,  0,\n",
       "        0,  0,  0, -1,  0,  2,  2,  8,  4,  9,  0,  4,  0,  0, -1,  0,  0,\n",
       "        0,  0,  0,  2,  0,  6,  0,  0,  4,  0,  0,  2,  5,  0,  7,  0,  1,\n",
       "        0,  0,  3,  0,  0,  0, -1,  0,  5,  0, -1,  4,  3,  0,  0,  6,  0,\n",
       "        0,  5,  0,  8,  6,  0,  2,  0,  7,  3,  0,  2,  0,  2,  2,  0,  0,\n",
       "        2,  0, 10,  0,  0,  6,  2,  2,  0,  0,  0,  3,  7,  2,  0,  0,  6,\n",
       "        0,  0,  5,  2,  0,  2,  0,  0,  0, -1,  2,  4, -1,  4,  2,  0,  0,\n",
       "        0,  2,  0,  0,  8,  4,  6,  0,  0,  0, -1,  5,  8,  0,  0,  0,  0,\n",
       "        0,  4,  4,  7,  0,  4,  0,  0,  0,  0,  0, -1,  0,  2,  0,  5, -1,\n",
       "        4,  0,  0,  0,  0,  3,  0,  7,  2, -1,  0,  6,  4,  0,  0,  3,  5,\n",
       "        3,  0,  7,  9,  0,  0,  1,  7,  0,  0,  2,  2,  0,  2,  0,  0,  0,\n",
       "        1,  2,  0,  2,  3,  0,  4,  0,  0,  0,  2,  2,  0,  0, -1,  5,  0,\n",
       "        0,  2,  2,  2,  2,  0,  0,  0,  0,  0,  7,  2,  8,  0,  0,  6,  7,\n",
       "        4,  0,  1,  0,  0,  0,  7,  0,  4,  1,  0,  0,  5,  5,  0,  0,  2,\n",
       "        0,  2,  0,  0,  2,  0,  0,  1,  0,  8,  0,  0,  0,  0,  0,  9,  0,\n",
       "        2,  3,  2,  0,  4,  0,  0,  0,  0,  0,  1,  7,  3,  2,  4,  2,  0,\n",
       "        1,  0,  0,  0,  0,  0,  0,  2,  2,  8,  0,  7,  3,  6,  5,  6,  0,\n",
       "        0,  0,  0,  2,  0,  5,  0,  0,  0, -1,  0,  0, -1,  2, -1,  2,  2,\n",
       "        0,  2,  2,  0, 10,  2,  2,  0,  0,  0,  2,  2,  7,  3,  7,  2,  6,\n",
       "        2,  3,  2,  0,  7,  0,  0,  1,  1,  0,  7,  0,  0,  0, -1,  7,  6,\n",
       "        2, -1,  0,  3,  3,  0,  3,  3,  0,  0,  0,  2,  0,  0,  0,  6,  0,\n",
       "        2,  0,  0, -1,  5,  0,  3,  0,  0,  0,  0,  0, -1,  0,  0,  0,  0,\n",
       "        0, 10, -1,  1,  0,  2,  0,  8,  1,  0,  0,  0, -1,  1, 10, -1,  8,\n",
       "        2,  2,  2,  0,  0, -1,  9,  4,  2,  0,  0,  0,  0,  4,  2,  2,  0,\n",
       "        0,  2])"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbcan.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fae2cb11db0>"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0],X[:,1],c=dbcan.labels_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fae2cb915d0>"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0],X[:,1],c=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
